{"id":"W2209307390","doi":"10.17583/qre.2015.1418","title":"Mature Students Speak Up: Career Exploration and the Working Alliance","year":2015,"lang":"en","type":"article","venue":"Qualitative Research in Education","topic":"Counseling Practices and Supervision","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Alberta","funders":"","keywords":"Alliance; Psychology; Interpersonal communication; Critical Incident Technique; Exploratory research; Career counseling; Medical education; Population; Educational institution; Career portfolio; Institution; Process (computing); Career development; Pedagogy; Applied psychology; Social psychology; Management; Medicine; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00178971,0.0001868036,0.0002028107,0.0004706914,0.0023458,0.003445975,0.0004175394,0.0006870794,0.002003942],"category_scores_gemma":[0.005220128,0.0002040821,0.0001523459,0.0002326982,0.002045166,0.00127497,0.002687428,0.001886447,0.0002545568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006424865,"about_ca_system_score_gemma":0.002060505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001338152,"about_ca_topic_score_gemma":0.004661351,"domain_scores_codex":[0.9991572,0.0003941817,0.00002398032,0.00004444074,0.0002062907,0.0001739224],"domain_scores_gemma":[0.9967134,0.0008297872,0.0006623986,0.0001302652,0.0002804729,0.00138359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001118598,0.0008629303,0.1809124,0.000132847,0.00001865006,0.002358394,0.7196802,0.0001354219,0.004644238,0.003917782,0.002711192,0.08451411],"study_design_scores_gemma":[0.00001226158,0.0006112584,0.1205437,0.0001485345,0.00001202226,0.00246389,0.8550977,0.0003688146,0.0009987283,0.002314102,0.01738926,0.00003979039],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963231,0.0001551762,0.0003402623,0.0003722825,0.00001159399,0.00001733172,0.000005098427,0.000007140135,0.002767956],"genre_scores_gemma":[0.9982913,0.0001261144,0.0003002422,0.000107003,0.000004238686,0.000008775529,0.000005185043,0.000002991883,0.001154125],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003445975,"threshold_uncertainty_score":0.009464979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5419370879019269,"score_gpt":0.6300352757025569,"score_spread":0.08809818780063006,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}